OEE Monitoring System
Overview
Built an Overall Equipment Efficiency (OEE) system that combines IoT sensors with a web application to provide real-time monitoring of machine performance and efficiency in manufacturing environments.
How It Works
Sensor Layer
Electronic sensors attached to manufacturing machines capture: - Machine run/stop status
- Production counts
- Cycle times
- Temperature and vibration data
Data Pipeline
Sensor data transmitted to backend via serial/network protocolsReal-time data processing and aggregationPredefined value sets used as benchmarks for efficiency calculationsWeb Dashboard
Live OEE scores (Availability x Performance x Quality)Machine-by-machine breakdownHistorical trend analysisShift-based reportingDowntime categorization and Pareto analysisOEE Calculation
OEE = Availability × Performance × Quality
Availability: Actual run time vs planned production timePerformance: Actual speed vs designed speedQuality: Good parts vs total parts producedImpact
Real-time visibility into manufacturing efficiencyData-driven decision making for maintenance schedulingContributed to 10% revenue increase through identified inefficiencies20% reduction in development time through requirements collaboration